{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "edd306b6",
   "metadata": {},
   "source": [
    "## 论文题目：\n",
    "### 利用自导航算法实现链子门近似编译 (Quantum gates approximate compilation for superconducting transmon qubit with self-navigation algorithm)\n",
    "\n",
    "作者： 何润洪$^{1,3}$ , 任凤华$^2$, 解阳阳$^1$, 阿拉帕提·阿不力米提$^1$ and 王兆明$^1$ *\n",
    "\n",
    "单位：1 中国海洋大学、2 青岛科技大学、3 中国科学院软件研究所\n",
    "\n",
    "通信作者邮箱：* mingmoon78@126.com"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2cd5925c",
   "metadata": {},
   "source": [
    "### 内容简介： "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c7278342",
   "metadata": {},
   "source": [
    "本文提出一种自导航算法，用以实现超导transmon量子系统中，单量子比特门的近似编译。评估结果显示，相比  U3 门执行方案，自导航算法设计的旋转路径大约仅为前者的2/3，可以显著缩短在利用平缓脉冲执行量子门时的所需时间，增加可行性的线路深度。无论精度要求多高，该算法都能以较低的成本设计合适的执行方案。随着精度要求的提高，自导航算法的控制方案设计时间、所用脉冲数都呈 $o[\\mathrm{Log}(1/\\epsilon)]$ 方式增长，且前因子很小。"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ad2a2c6f",
   "metadata": {},
   "source": [
    "安装依赖项"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "9ff7cff7",
   "metadata": {},
   "outputs": [],
   "source": [
    "!pip install scipy\n",
    "!pip install numpy"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1af3aaa4",
   "metadata": {},
   "source": [
    "加载依赖项"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "25bc124b",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "from scipy.linalg import expm\n",
    "from time import *"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b667cafa",
   "metadata": {},
   "source": [
    "定义泡利算符和由目标单量子比特门构成的测试集\n",
    "其中，目标单量子比特门由连续的 $RX$ 和 $RZ$ 门定义：\n",
    "\n",
    "$$U=RZ(\\theta_1)RX(\\theta_2)RZ(\\theta_3).$$\n",
    "\n",
    "其中，\n",
    "$$RZ(\\theta)\\begin{pmatrix}\\exp(-i\\theta/2)&0\\\\\n",
    "                         0&\\exp(i\\theta/2)\\end{pmatrix},$$\n",
    "\n",
    "$$RX(\\theta)=\\begin{pmatrix}\\cos(\\theta/2)&-i\\sin(\\theta/2)\\\\\n",
    "                       -i\\sin(\\theta/2)&\\cos(\\theta/2)\\end{pmatrix}$$\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fb2e3597",
   "metadata": {},
   "source": [
    "\n",
    "其中 $\\theta_1,\\theta_2,\\theta_3\\in[0,2\\pi)$。我们在定义域内随机选择角度，共构成 $128$ 个随机单量子比特幺正算符的测试集。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "a7f309a7",
   "metadata": {},
   "outputs": [],
   "source": [
    "from mindquantum import *\n",
    "\n",
    "sx = np.mat([[0,  1], [1, 0]], dtype=complex)\n",
    "sy = np.mat([[0, -1j], [1j, 0]], dtype=complex)\n",
    "sz = np.mat([[1, 0], [0, -1]], dtype=complex)\n",
    "\n",
    "# 采用连续的两个 XZ 旋转方式产生任意量子门（忽略总体的相位因子）\n",
    "\n",
    "random_paras = 2*np.pi*np.random.random([128, 3])\n",
    "\n",
    "matrix_set = [] # 目标算符集\n",
    "for paras in random_paras:\n",
    "    circ = Circuit().rz(paras[0],0).rx(paras[1],0).rz(paras[2],0)\n",
    "    matrix_set.append(np.mat(circ.matrix()))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6d56533c",
   "metadata": {},
   "source": [
    "将 HS 距离定义为门保真度，并据此计算同轴的两个旋转 $R_{\\overrightarrow{n}}(\\theta_{T})$ 和 $R_{\\overrightarrow{n}}(\\theta_{t})$ 之间的保真度。可得如下关系：\n",
    "$$\n",
    "\\begin{aligned}F & =\\left|\\frac{\\mathrm{Tr}\\left[R_{\\overrightarrow{n}}^{\\dagger}(\\theta_{T})R_{\\overrightarrow{n}}(\\theta_{t})\\right]}{2}\\right|{}^{2}\\\\\n",
    " & =\\left|\\mathrm{cos}(\\frac{\\triangle\\theta}{2})\\right|^{2}\n",
    "\\end{aligned},$$\n",
    "其中 $\\triangle\\theta$ 为两个旋转之间的角度差。也即由两个保真度，可反推出两个同轴旋转之间角度的差值。\n",
    "\n",
    "$$\\triangle\\theta=2\\mathrm{arccos}(\\sqrt{F})$$\n",
    "\n",
    "但任意两个旋转之间不见得就是同轴的。本文采用动态规划的方式对其进行近似：先视两旋转为同轴；利用可实现能达到最高保真度的轴，近似执行旋转，得到新的矩阵，并以此类推，直到保真度达到提前设定的阈值为止。\n",
    "\n",
    "在超导量子系统中，在旋转坐标系下，量子比特的哈密顿量为：$$H_{q}=-\\frac{\\hbar}{2}\\Delta\\sigma_{z},$$\n",
    "其中，$\\triangle$ 为旋转坐标系和量子比特的频率差。可用于实现比特绕 $z$-轴的旋转。当两者共振时，即 $\\triangle=0$，可以施加在 $XY$-平面的旋转操作，哈密顿量为：\n",
    "$$H_{d}=\\frac{\\hbar}{2}A(\\cos\\phi\\sigma_{x}+\\sin\\phi\\sigma_{y}),$$\n",
    "其中 $\\phi$ 为微波控制脉冲的相位补偿。通过调节 $\\phi$ 可以调节旋转轴。\n",
    "\n",
    "为作为近似轴，我们在 $\\phi$ 的定义域上 $[0,2\\pi) $上选取不同的值，也即可以得到不同数量的旋转轴。这里，为保证常规的绕 $x$ 和 $y$-轴的旋转操作一直存在，以更好的适用于量子线路模型，连带 $\\pm z$-轴 我们选择四组方案：分别包括 3， 5， 9， 17 个可执行的旋转轴。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "b80a2f89",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 旋转轴选择策略: 直接选最优的\n",
    "def step(matrix, target_matrix, F): \n",
    "    \n",
    "    fid_list = []\n",
    "    matrix_list = []\n",
    "    fid0 = (np.abs(np.trace(target_matrix.H * matrix)/2)**2).item(0).real \n",
    "    rotation_angle = np.arccos(np.sqrt(fid0)) # 现有旋转 和 目标旋转 之间的 角度差, 表明了下一步的 旋转角度\n",
    "    \n",
    "    for axis in range(len(axis_space)):\n",
    "        H = float(axis_space[axis,0])*sx/2 + float(axis_space[axis,1])*sy/2 + float(axis_space[axis,2])*sz/2\n",
    "        U = expm(-1j * H * rotation_angle) \n",
    "        matrix_ = U * matrix\n",
    "        fid = (np.abs(np.trace(target_matrix.H * matrix_)/2)**2).item(0).real \n",
    "        matrix_list.append(matrix_)\n",
    "        fid_list.append(fid)\n",
    "        \n",
    "    best_axis = np.argmax(fid_list)\n",
    "    best_fid = max(fid_list) \n",
    "        \n",
    "    matrix_ = matrix_list[best_axis]\n",
    "    rotation = [best_axis, rotation_angle]\n",
    "\n",
    "    return  best_fid, matrix_, rotation"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "cea0dbd7",
   "metadata": {},
   "source": [
    "利用虚拟 $Z$ 门技术，可将一个绕 $z$-轴的旋转操作通过调节随后绕 $x$- 或 $y$-轴旋转脉冲的相位补偿来合并执行，不需要额外的脉冲和时间，且理论上保真度为 1。\n",
    "\n",
    "$$\\exp(-i\\frac{\\theta}{2}[\\cos\\phi\\sigma_{x}+\\sin\\phi\\sigma_{y}])=Z_{-\\phi}X_{\\theta}Z_{\\phi}，$$\n",
    "\n",
    "$$\\exp(-i\\frac{\\theta}{2}[\\cos(\\frac{\\pi}{2}+\\phi)\\sigma_{x}+\\sin(\\frac{\\pi}{2}+\\phi)\\sigma_{y}])=Z_{-\\phi}Y_{\\theta}Z_{\\phi}.$$\n",
    "\n",
    "所以，可以在总的旋转路程中将其去掉。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "dd11bad4",
   "metadata": {},
   "outputs": [],
   "source": [
    "def combined_rotations(rotations): # 若相邻两个旋转操作可以合并，就合并，以减少总的旋转次数。输入为 矩阵列表，输出为 数组列表。\n",
    "                                   # 由于可以采用 虚拟 Z 门，来省略所有 Z 门，所以去掉所有 Z 旋转，不计入总的旋转距离\n",
    "    rotations_no_z = []\n",
    "    for i in rotations:\n",
    "        if i[0] != num_z1:\n",
    "            if i[0] != num_z2:\n",
    "                rotations_no_z.append(i)\n",
    "                \n",
    "    combined_rotations = []\n",
    "    j = 0\n",
    "    if rotations_no_z != []:\n",
    "        combined_rotations.append(rotations_no_z[0])\n",
    "    \n",
    "    for i in range(len(rotations_no_z)-1):\n",
    "        if rotations_no_z[i][0] == rotations_no_z[i+1][0]:\n",
    "            combined_rotations[j][1] += rotations_no_z[i+1][1]\n",
    "        else:\n",
    "            combined_rotations.append(rotations_no_z[i+1])\n",
    "            j += 1           \n",
    "        \n",
    "    return combined_rotations"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "646c37b0",
   "metadata": {},
   "source": [
    "计算去掉绕 $\\pm z$-轴旋转后得到的总的旋转距离。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "f6df3376",
   "metadata": {},
   "outputs": [],
   "source": [
    "def rotation_distance(combined_rotations):\n",
    "    distance = 0\n",
    "    for rotation in combined_rotations:\n",
    "        distance += np.abs(rotation[1])\n",
    "    rotation_step = len(combined_rotations)\n",
    "    return distance, rotation_step "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "bb4fcefb",
   "metadata": {},
   "source": [
    "主函数，可在指定保真度阈值，指定允许的旋转轴数下，计算验证集中所有量子门编译任务的保真度、旋转路程、所必须脉冲数（由于虚拟 Z 门技术，不包括 Z 轴旋转）和 设计时间。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "26ace043",
   "metadata": {},
   "outputs": [],
   "source": [
    "def job(target_set):\n",
    "    \n",
    "    init_matrix = np.mat([[1, 0], [0, 1]], dtype=complex) # 对每个设计任务，其初始矩阵都是 单位矩阵\n",
    "    fid_list = []  # 存储每个设计任务的最大保真度\n",
    "    rotation_distance_list = [] # 用于存储每个设计任务中，总的必须旋转路程\n",
    "    rotation_step_list = []\n",
    "    time_cost_list = []\n",
    "    \n",
    "    for target_matrix in target_set:  \n",
    "        \n",
    "        rotations = [] # 用于存储每个步骤中的旋转情况, 形式为 list(np.mat([[-2.136, 0, 0]]), np.mat([0, 0.832, 0]]), ...)\n",
    "        fid_max = 0\n",
    "        \n",
    "        start_time = time()\n",
    "        matrix = init_matrix \n",
    "        F = (np.abs(np.trace(target_matrix.H * matrix)/2)**2).item(0).real \n",
    "        \n",
    "        step_n = 0\n",
    "        while True:\n",
    "            \n",
    "            F, matrix_ , rotation = step(matrix, target_matrix, F)\n",
    "            fid_max = max(F, fid_max)\n",
    "            rotations.append(rotation) # 将每一步的动作存储到列表中\n",
    "            matrix = matrix_\n",
    "            step_n += 1\n",
    "    \n",
    "            if fid_max > fid_threshold or step_n>step_max:\n",
    "                break \n",
    "          \n",
    "        fid_list.append(fid_max)\n",
    "        end_time = time()\n",
    "        time_cost = end_time - start_time\n",
    "        time_cost_list.append(time_cost)\n",
    "        \n",
    "        combined_rotations_ = combined_rotations(rotations)\n",
    "        rotation_distance_, rotation_step = rotation_distance(combined_rotations_)\n",
    "        \n",
    "        rotation_distance_list.append(rotation_distance_)\n",
    "        rotation_step_list.append(rotation_step)\n",
    "        \n",
    "    return  fid_list, rotation_distance_list, rotation_step_list, time_cost_list"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5aaa9a74",
   "metadata": {},
   "source": [
    "得到不同保真度阈值、不同数量的可允许旋转轴条件下，所有量子门编译任务的平均保真度、旋转路程、所必须脉冲数（由于虚拟 Z 门技术，不包括 Z 轴旋转）和 设计时间。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "8fb5bf00",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "num of allowed axis is: \n",
      " 3.0 \n",
      "error_target_list is: \n",
      " [1e-07, 2e-07, 4e-07, 7e-07, 1e-06, 2e-06, 4e-06, 7e-06, 1e-05, 2e-05, 4e-05, 7e-05, 0.0001, 0.0002, 0.0004, 0.0007, 0.001, 0.002, 0.004, 0.007, 0.01, 0.02, 0.04, 0.07, 0.1] \n",
      "error_list_plot is: \n",
      " [7.186080308585474e-08, 1.3782654484373325e-07, 2.841176245382826e-07, 4.760750296206595e-07, 6.898761213403048e-07, 1.3831946105158366e-06, 2.7559026676282627e-06, 4.87925119185828e-06, 6.779088269848188e-06, 1.346385016243179e-05, 2.77489829256794e-05, 4.9077091312188514e-05, 6.90934635030338e-05, 0.00014013087002606728, 0.000280612240255218, 0.00048003008552433, 0.0006715969492581131, 0.001397128073274967, 0.00285648246110215, 0.00496178673004688, 0.006786097598501684, 0.013463759326985403, 0.027160885586550387, 0.043756117535378225, 0.06558924391983267] \n",
      "step_list_plot is: \n",
      " [9.8984375, 9.53125, 9.0078125, 8.6328125, 8.3984375, 7.921875, 7.46875, 7.0390625, 6.828125, 6.40625, 5.9609375, 5.578125, 5.3125, 4.875, 4.3984375, 4.0703125, 3.78125, 3.328125, 2.890625, 2.578125, 2.390625, 2.015625, 1.671875, 1.3984375, 1.2265625] \n",
      " distance_list_plot is: \n",
      " [2.0268239198095768, 2.0266321070983633, 2.026277510723003, 2.0259022262501367, 2.0256042990618988, 2.024839584230116, 2.0238588886263287, 2.0226007935769914, 2.02175525243611, 2.0195359384059532, 2.016223439104864, 2.0122971961418257, 2.0092230718252595, 2.002271040177818, 1.9914700774106193, 1.9816761703542507, 1.9713835319148463, 1.949299319142685, 1.9165877390066282, 1.8828729203779817, 1.8595661018738177, 1.7918649710375982, 1.695512437049873, 1.6058031620001676, 1.5271641260154167] \n",
      " time_cost_list_plot is: \n",
      " [0.03959328681230545, 0.05127017758786678, 0.04616949148476124, 0.04417860880494118, 0.043241338804364204, 0.0391265582293272, 0.03734815865755081, 0.03639747016131878, 0.03406319208443165, 0.033555664122104645, 0.029835911467671394, 0.027954572811722755, 0.02698884718120098, 0.028441423550248146, 0.02660220116376877, 0.021314818412065506, 0.01982339471578598, 0.01847793161869049, 0.016466869041323662, 0.014065338298678398, 0.013645755127072334, 0.011683685705065727, 0.009597910568118095, 0.008281312882900238, 0.008100856095552444]\n",
      "\n",
      "num of allowed axis is: \n",
      " 5.0 \n",
      "error_target_list is: \n",
      " [1e-07, 2e-07, 4e-07, 7e-07, 1e-06, 2e-06, 4e-06, 7e-06, 1e-05, 2e-05, 4e-05, 7e-05, 0.0001, 0.0002, 0.0004, 0.0007, 0.001, 0.002, 0.004, 0.007, 0.01, 0.02, 0.04, 0.07, 0.1] \n",
      "error_list_plot is: \n",
      " [6.424245713176902e-08, 1.4026954642254452e-07, 2.687214060159704e-07, 4.7638066646982224e-07, 6.739878685158018e-07, 1.2478084393530153e-06, 2.6171248701523098e-06, 4.716195911913523e-06, 6.373046265273352e-06, 1.3184315916903167e-05, 2.700016128809324e-05, 4.6274155804049144e-05, 6.517868088118384e-05, 0.000140390104562238, 0.00025773260891570615, 0.00045926239353821785, 0.0006706530102426056, 0.0012936297139265474, 0.0026441348770991357, 0.004586837145340139, 0.006091565200916915, 0.012913970624772508, 0.025534586116497948, 0.04314879068941935, 0.06131483250891323] \n",
      "step_list_plot is: \n",
      " [5.8203125, 5.5546875, 5.375, 5.1640625, 5.03125, 4.8671875, 4.6484375, 4.5, 4.4140625, 4.1328125, 3.9296875, 3.796875, 3.6796875, 3.4140625, 3.21875, 3.0625, 2.9296875, 2.7265625, 2.4609375, 2.2265625, 2.1875, 1.84375, 1.6640625, 1.484375, 1.328125] \n",
      " distance_list_plot is: \n",
      " [1.8789631488683665, 1.878790197831984, 1.8786131229437513, 1.8783073331094364, 1.8781029048395865, 1.8777584556521298, 1.87693763415828, 1.8762053571359325, 1.8757796109516087, 1.8738896378603926, 1.8715940031991591, 1.8693244421708157, 1.8677737454158454, 1.8623680473833129, 1.855148683337661, 1.8480721979060717, 1.8405056671459308, 1.8281719395664244, 1.8032067192552845, 1.7786267730769303, 1.7658987725868354, 1.6999693877645656, 1.6310864883837737, 1.5544196784311164, 1.4882063510634067] \n",
      " time_cost_list_plot is: \n",
      " [0.06612374261021614, 0.06496149860322475, 0.0614774152636528, 0.05779072269797325, 0.06344871036708355, 0.054098328575491905, 0.05353591404855251, 0.05005423352122307, 0.04764309711754322, 0.045558299869298935, 0.041285792365670204, 0.03991054743528366, 0.038560470566153526, 0.03456319123506546, 0.03384426049888134, 0.035972343757748604, 0.028543049469590187, 0.026117295026779175, 0.023034898564219475, 0.0201701857149601, 0.019590318202972412, 0.017005713656544685, 0.014002403244376183, 0.012016968801617622, 0.010884616523981094]\n",
      "\n",
      "num of allowed axis is: \n",
      " 9.0 \n",
      "error_target_list is: \n",
      " [1e-07, 2e-07, 4e-07, 7e-07, 1e-06, 2e-06, 4e-06, 7e-06, 1e-05, 2e-05, 4e-05, 7e-05, 0.0001, 0.0002, 0.0004, 0.0007, 0.001, 0.002, 0.004, 0.007, 0.01, 0.02, 0.04, 0.07, 0.1] \n",
      "error_list_plot is: \n",
      " [7.003083835055435e-08, 1.2127464898981088e-07, 2.644990951816695e-07, 4.794637626925891e-07, 6.159563259444667e-07, 1.3162503108565815e-06, 2.686501571647071e-06, 4.51041051174883e-06, 6.48955447379862e-06, 1.2551846120589794e-05, 2.5894192205444533e-05, 4.441414878830763e-05, 6.412829856938806e-05, 0.00013215710334946174, 0.000263229895915873, 0.000438748840546177, 0.0006514379555270233, 0.001301161877162782, 0.0025885892792852916, 0.004580863297891091, 0.006546702417086658, 0.012416254777781521, 0.027288590213064623, 0.04227509518129291, 0.059079641541013306] \n",
      "step_list_plot is: \n",
      " [5.96875, 5.7890625, 5.5234375, 5.359375, 5.265625, 4.984375, 4.7578125, 4.578125, 4.4765625, 4.2265625, 4.0078125, 3.8671875, 3.75, 3.53125, 3.3203125, 3.203125, 3.0546875, 2.8359375, 2.5625, 2.3515625, 2.25, 1.9765625, 1.765625, 1.5390625, 1.3984375] \n",
      " distance_list_plot is: \n",
      " [1.8458887086614995, 1.845775543456457, 1.8455188346478186, 1.8452978342841362, 1.845189698419381, 1.8447019122873674, 1.8440142755669973, 1.8433036103881513, 1.8426428348180601, 1.84113242080215, 1.8390525745798245, 1.837114439241266, 1.8351400120653856, 1.8306663314107365, 1.8238848128758702, 1.818021976997136, 1.8105915361734257, 1.796892014274173, 1.7734204401035432, 1.7511688146419844, 1.7327439837778558, 1.6845455008305006, 1.6151708025198892, 1.546640844531857, 1.493886418621847] \n",
      " time_cost_list_plot is: \n",
      " [0.11462724022567272, 0.11197947710752487, 0.137762313708663, 0.1117325872182846, 0.1017873827368021, 0.09820920042693615, 0.09662124700844288, 0.08651883713901043, 0.09166177734732628, 0.07767741568386555, 0.07758520916104317, 0.07552499510347843, 0.07303301058709621, 0.06149919703602791, 0.05652311071753502, 0.0527070127427578, 0.05073894374072552, 0.045637281611561775, 0.04085657000541687, 0.03804544173181057, 0.033528706058859825, 0.02914884313941002, 0.030465848743915558, 0.021447116509079933, 0.018471278250217438]\n",
      "\n",
      "num of allowed axis is: \n",
      " 17.0 \n",
      "error_target_list is: \n",
      " [1e-07, 2e-07, 4e-07, 7e-07, 1e-06, 2e-06, 4e-06, 7e-06, 1e-05, 2e-05, 4e-05, 7e-05, 0.0001, 0.0002, 0.0004, 0.0007, 0.001, 0.002, 0.004, 0.007, 0.01, 0.02, 0.04, 0.07, 0.1] \n",
      "error_list_plot is: \n",
      " [6.79972498307535e-08, 1.2445314712117295e-07, 2.4866130088341265e-07, 4.7051293683431084e-07, 6.644596537430658e-07, 1.3144664139375095e-06, 2.6792071770032067e-06, 4.488304496952367e-06, 6.3544628083889165e-06, 1.2714296712568185e-05, 2.5824620925818387e-05, 4.604266821051084e-05, 6.378492152214754e-05, 0.00013029672654041313, 0.00025994649084737365, 0.00045238820029280813, 0.0006594341805234993, 0.001295900479341472, 0.002532033067244921, 0.004427877987631557, 0.006386566346808342, 0.012527475872194715, 0.026992268945852715, 0.04085379219192298, 0.05724690007471178] \n",
      "step_list_plot is: \n",
      " [5.9453125, 5.7890625, 5.4921875, 5.3203125, 5.234375, 5.0625, 4.9296875, 4.78125, 4.65625, 4.453125, 4.265625, 4.0234375, 3.921875, 3.703125, 3.40625, 3.265625, 3.1171875, 2.90625, 2.671875, 2.4765625, 2.390625, 2.140625, 1.9296875, 1.734375, 1.578125] \n",
      " distance_list_plot is: \n",
      " [1.8351448760107676, 1.8350301069405708, 1.8347928458123448, 1.8345844939035052, 1.834410534207152, 1.8339024154452153, 1.8333437335681415, 1.832547642671283, 1.831943307180659, 1.8305800129485372, 1.8287298633556346, 1.8260261132775113, 1.8242494292565263, 1.8203122596616037, 1.8134237911190403, 1.8069059958999083, 1.8007225914730376, 1.785534668893145, 1.7660368042952483, 1.7444218375923306, 1.7278137416870232, 1.674362321938566, 1.6027165329190336, 1.5385516115617897, 1.4790231791100301] \n",
      " time_cost_list_plot is: \n",
      " [0.21567616239190102, 0.2117284331470728, 0.20246202684938908, 0.19032949581742287, 0.2024741843342781, 0.17482208274304867, 0.17675597965717316, 0.15998758375644684, 0.155161552131176, 0.15217009373009205, 0.13443676568567753, 0.1295544933527708, 0.12917428277432919, 0.12118035741150379, 0.10595317743718624, 0.0983518660068512, 0.09338076040148735, 0.08498757518827915, 0.0803587008267641, 0.06723202392458916, 0.06415948271751404, 0.05340554006397724, 0.04638146422803402, 0.040539294481277466, 0.03650876693427563]\n"
     ]
    }
   ],
   "source": [
    "target_set = matrix_set\n",
    "step_max = 50\n",
    "\n",
    "\n",
    "for n in [0, 1, 3, 7]: # 允许的旋转轴总数为 3， 5， 9， 17\n",
    "    axis_phi_num = 5+4*n # xy 平面允许的旋转轴数\n",
    "                         # 总的允许旋转轴数为 5 + 4 * n - 1 + 2 (1：xy平面操作去掉和 0 相同的 2*pi; 2: 加上 z 轴正负两个方向 ) \n",
    "    axis_phi_space = np.delete(np.linspace(0,2*np.pi,axis_phi_num,endpoint=True),[-1])\n",
    "    \n",
    "    axis_space = [] #总的允许旋转轴空间，各列的每项分别代表着 sigma x, y, z 前面的系数。\n",
    "    for axis_phi in axis_phi_space:\n",
    "        axis_space.append([np.cos(axis_phi),np.sin(axis_phi),0])\n",
    "    axis_space.append([0,0,1])\n",
    "    axis_space.append([0,0,-1])\n",
    "    axis_space = np.mat(axis_space)\n",
    "    \n",
    "    num_z1 = len(axis_space) -1  # 标记沿 z 轴旋转的序列数\n",
    "    num_z2 = num_z1 - 1 # 标记沿 -z 轴旋转的序列数\n",
    "    \n",
    "    error_target_list = [0.0000001, 0.0000002, 0.0000004, 0.0000007,  0.000001, 0.000002, 0.000004, 0.000007, 0.00001, 0.00002, 0.00004, 0.00007, 0.0001, 0.0002, 0.0004, 0.0007, 0.001,  0.002, 0.004, 0.007, 0.01, 0.02, 0.04, 0.07, 0.1]\n",
    "    error_list_plot = []\n",
    "    step_list_plot = []\n",
    "    distance_list_plot = []\n",
    "    time_cost_list_plot = []\n",
    "    \n",
    "    for error_target in error_target_list:\n",
    "        fid_threshold = 1 - error_target\n",
    "        fid_list, rotation_distance_list, rotation_step_list, time_cost_list = job(target_set)\n",
    "        \n",
    "        error_list_plot.append(1-np.mean(fid_list))\n",
    "        step_list_plot.append(np.mean(rotation_step_list))\n",
    "        distance_list_plot.append(np.mean(rotation_distance_list))\n",
    "        time_cost_list_plot.append(np.mean(time_cost_list))\n",
    "          \n",
    "#         print(\n",
    "#             # '-----------------------------------'\n",
    "#           # '\\n the fid_threshold is: \\n', fid_threshold\n",
    "#           # '\\nthe mean_fid is: \\n', np.mean(fid_list),\n",
    "#           # '\\nthe mean of rotation_step_list is: \\n', np.mean(rotation_step_list),\n",
    "#           # '\\nthe mean of rotation_distance_list is: \\n', np.mean(rotation_distance_list),\n",
    "#           # '\\nthe mean of time_cost_list is: \\n', np.mean(time_cost_list)\n",
    "#           )\n",
    "    \n",
    "    print('\\nnum of allowed axis is: \\n', len(axis_space)/2,\n",
    "          '\\nerror_target_list is: \\n', error_target_list,\n",
    "          '\\nerror_list_plot is: \\n', error_list_plot,\n",
    "          '\\nstep_list_plot is: \\n', step_list_plot,\n",
    "          '\\n distance_list_plot is: \\n', distance_list_plot,\n",
    "          '\\n time_cost_list_plot is: \\n',time_cost_list_plot)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fe77957f",
   "metadata": {},
   "source": [
    "运行结果为："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "5672a434",
   "metadata": {},
   "outputs": [],
   "source": [
    "num of allowed axis is: \n",
    " 3.0 \n",
    "error_target_list is: \n",
    " [1e-07, 2e-07, 4e-07, 7e-07, 1e-06, 2e-06, 4e-06, 7e-06, 1e-05, 2e-05, 4e-05, 7e-05, 0.0001, 0.0002, 0.0004, 0.0007, 0.001, 0.002, 0.004, 0.007, 0.01, 0.02, 0.04, 0.07, 0.1] \n",
    "error_list_plot is: \n",
    " [7.186080308585474e-08, 1.3782654484373325e-07, 2.841176245382826e-07, 4.760750296206595e-07, 6.898761213403048e-07, 1.3831946105158366e-06, 2.7559026676282627e-06, 4.87925119185828e-06, 6.779088269848188e-06, 1.346385016243179e-05, 2.77489829256794e-05, 4.9077091312188514e-05, 6.90934635030338e-05, 0.00014013087002606728, 0.000280612240255218, 0.00048003008552433, 0.0006715969492581131, 0.001397128073274967, 0.00285648246110215, 0.00496178673004688, 0.006786097598501684, 0.013463759326985403, 0.027160885586550387, 0.043756117535378225, 0.06558924391983267] \n",
    "step_list_plot is: \n",
    " [9.8984375, 9.53125, 9.0078125, 8.6328125, 8.3984375, 7.921875, 7.46875, 7.0390625, 6.828125, 6.40625, 5.9609375, 5.578125, 5.3125, 4.875, 4.3984375, 4.0703125, 3.78125, 3.328125, 2.890625, 2.578125, 2.390625, 2.015625, 1.671875, 1.3984375, 1.2265625] \n",
    " distance_list_plot is: \n",
    " [2.0268239198095768, 2.0266321070983633, 2.026277510723003, 2.0259022262501367, 2.0256042990618988, 2.024839584230116, 2.0238588886263287, 2.0226007935769914, 2.02175525243611, 2.0195359384059532, 2.016223439104864, 2.0122971961418257, 2.0092230718252595, 2.002271040177818, 1.9914700774106193, 1.9816761703542507, 1.9713835319148463, 1.949299319142685, 1.9165877390066282, 1.8828729203779817, 1.8595661018738177, 1.7918649710375982, 1.695512437049873, 1.6058031620001676, 1.5271641260154167] \n",
    " time_cost_list_plot is: \n",
    " [0.03959328681230545, 0.05127017758786678, 0.04616949148476124, 0.04417860880494118, 0.043241338804364204, 0.0391265582293272, 0.03734815865755081, 0.03639747016131878, 0.03406319208443165, 0.033555664122104645, 0.029835911467671394, 0.027954572811722755, 0.02698884718120098, 0.028441423550248146, 0.02660220116376877, 0.021314818412065506, 0.01982339471578598, 0.01847793161869049, 0.016466869041323662, 0.014065338298678398, 0.013645755127072334, 0.011683685705065727, 0.009597910568118095, 0.008281312882900238, 0.008100856095552444]\n",
    "\n",
    "num of allowed axis is: \n",
    " 5.0 \n",
    "error_target_list is: \n",
    " [1e-07, 2e-07, 4e-07, 7e-07, 1e-06, 2e-06, 4e-06, 7e-06, 1e-05, 2e-05, 4e-05, 7e-05, 0.0001, 0.0002, 0.0004, 0.0007, 0.001, 0.002, 0.004, 0.007, 0.01, 0.02, 0.04, 0.07, 0.1] \n",
    "error_list_plot is: \n",
    " [6.424245713176902e-08, 1.4026954642254452e-07, 2.687214060159704e-07, 4.7638066646982224e-07, 6.739878685158018e-07, 1.2478084393530153e-06, 2.6171248701523098e-06, 4.716195911913523e-06, 6.373046265273352e-06, 1.3184315916903167e-05, 2.700016128809324e-05, 4.6274155804049144e-05, 6.517868088118384e-05, 0.000140390104562238, 0.00025773260891570615, 0.00045926239353821785, 0.0006706530102426056, 0.0012936297139265474, 0.0026441348770991357, 0.004586837145340139, 0.006091565200916915, 0.012913970624772508, 0.025534586116497948, 0.04314879068941935, 0.06131483250891323] \n",
    "step_list_plot is: \n",
    " [5.8203125, 5.5546875, 5.375, 5.1640625, 5.03125, 4.8671875, 4.6484375, 4.5, 4.4140625, 4.1328125, 3.9296875, 3.796875, 3.6796875, 3.4140625, 3.21875, 3.0625, 2.9296875, 2.7265625, 2.4609375, 2.2265625, 2.1875, 1.84375, 1.6640625, 1.484375, 1.328125] \n",
    " distance_list_plot is: \n",
    " [1.8789631488683665, 1.878790197831984, 1.8786131229437513, 1.8783073331094364, 1.8781029048395865, 1.8777584556521298, 1.87693763415828, 1.8762053571359325, 1.8757796109516087, 1.8738896378603926, 1.8715940031991591, 1.8693244421708157, 1.8677737454158454, 1.8623680473833129, 1.855148683337661, 1.8480721979060717, 1.8405056671459308, 1.8281719395664244, 1.8032067192552845, 1.7786267730769303, 1.7658987725868354, 1.6999693877645656, 1.6310864883837737, 1.5544196784311164, 1.4882063510634067] \n",
    " time_cost_list_plot is: \n",
    " [0.07149807177484035, 0.06723693013191223, 0.06575245596468449, 0.06657637841999531, 0.06661064736545086, 0.05649974383413792, 0.055035125464200974, 0.05252781696617603, 0.05136859975755215, 0.047382211312651634, 0.04501541145145893, 0.04207712225615978, 0.040784601122140884, 0.03634293004870415, 0.03653823025524616, 0.03388248570263386, 0.030401017516851425, 0.02770521305501461, 0.02781742997467518, 0.02256135269999504, 0.02078835666179657, 0.01782020926475525, 0.015258779749274254, 0.013433221727609634, 0.011294722557067871]\n",
    "\n",
    "num of allowed axis is: \n",
    " 9.0 \n",
    "error_target_list is: \n",
    " [1e-07, 2e-07, 4e-07, 7e-07, 1e-06, 2e-06, 4e-06, 7e-06, 1e-05, 2e-05, 4e-05, 7e-05, 0.0001, 0.0002, 0.0004, 0.0007, 0.001, 0.002, 0.004, 0.007, 0.01, 0.02, 0.04, 0.07, 0.1] \n",
    "error_list_plot is: \n",
    " [7.003083835055435e-08, 1.2127464898981088e-07, 2.644990951816695e-07, 4.794637626925891e-07, 6.159563259444667e-07, 1.3162503108565815e-06, 2.686501571647071e-06, 4.51041051174883e-06, 6.48955447379862e-06, 1.2551846120589794e-05, 2.5894192205444533e-05, 4.441414878830763e-05, 6.412829856938806e-05, 0.00013215710334946174, 0.000263229895915873, 0.000438748840546177, 0.0006514379555270233, 0.001301161877162782, 0.0025885892792852916, 0.004580863297891091, 0.006546702417086658, 0.012416254777781521, 0.027288590213064623, 0.04227509518129291, 0.059079641541013306] \n",
    "step_list_plot is: \n",
    " [5.96875, 5.7890625, 5.5234375, 5.359375, 5.265625, 4.984375, 4.7578125, 4.578125, 4.4765625, 4.2265625, 4.0078125, 3.8671875, 3.75, 3.53125, 3.3203125, 3.203125, 3.0546875, 2.8359375, 2.5625, 2.3515625, 2.25, 1.9765625, 1.765625, 1.5390625, 1.3984375] \n",
    " distance_list_plot is: \n",
    " [1.8458887086614995, 1.845775543456457, 1.8455188346478186, 1.8452978342841362, 1.845189698419381, 1.8447019122873674, 1.8440142755669973, 1.8433036103881513, 1.8426428348180601, 1.84113242080215, 1.8390525745798245, 1.837114439241266, 1.8351400120653856, 1.8306663314107365, 1.8238848128758702, 1.818021976997136, 1.8105915361734257, 1.796892014274173, 1.7734204401035432, 1.7511688146419844, 1.7327439837778558, 1.6845455008305006, 1.6151708025198892, 1.546640844531857, 1.493886418621847] \n",
    " time_cost_list_plot is: \n",
    " [0.12580826692283154, 0.11820930801331997, 0.13230480439960957, 0.12180386297404766, 0.11558120138943195, 0.10568590462207794, 0.09621499478816986, 0.09008779376745224, 0.08582968264818192, 0.08164195902645588, 0.07611929625272751, 0.0721444170922041, 0.07023309357464314, 0.06576457992196083, 0.059495873749256134, 0.05812755040824413, 0.051860203966498375, 0.05070791393518448, 0.04221503436565399, 0.04356786981225014, 0.040370263159275055, 0.0317077599465847, 0.02941981889307499, 0.02410537749528885, 0.022021742537617683]\n",
    "\n",
    "num of allowed axis is: \n",
    " 17.0 \n",
    "error_target_list is: \n",
    " [1e-07, 2e-07, 4e-07, 7e-07, 1e-06, 2e-06, 4e-06, 7e-06, 1e-05, 2e-05, 4e-05, 7e-05, 0.0001, 0.0002, 0.0004, 0.0007, 0.001, 0.002, 0.004, 0.007, 0.01, 0.02, 0.04, 0.07, 0.1] \n",
    "error_list_plot is: \n",
    " [6.79972498307535e-08, 1.2445314712117295e-07, 2.4866130088341265e-07, 4.7051293683431084e-07, 6.644596537430658e-07, 1.3144664139375095e-06, 2.6792071770032067e-06, 4.488304496952367e-06, 6.3544628083889165e-06, 1.2714296712568185e-05, 2.5824620925818387e-05, 4.604266821051084e-05, 6.378492152214754e-05, 0.00013029672654041313, 0.00025994649084737365, 0.00045238820029280813, 0.0006594341805234993, 0.001295900479341472, 0.002532033067244921, 0.004427877987631557, 0.006386566346808342, 0.012527475872194715, 0.026992268945852715, 0.04085379219192298, 0.05724690007471178] \n",
    "step_list_plot is: \n",
    " [5.9453125, 5.7890625, 5.4921875, 5.3203125, 5.234375, 5.0625, 4.9296875, 4.78125, 4.65625, 4.453125, 4.265625, 4.0234375, 3.921875, 3.703125, 3.40625, 3.265625, 3.1171875, 2.90625, 2.671875, 2.4765625, 2.390625, 2.140625, 1.9296875, 1.734375, 1.578125] \n",
    " distance_list_plot is: \n",
    " [1.8351448760107676, 1.8350301069405708, 1.8347928458123448, 1.8345844939035052, 1.834410534207152, 1.8339024154452153, 1.8333437335681415, 1.832547642671283, 1.831943307180659, 1.8305800129485372, 1.8287298633556346, 1.8260261132775113, 1.8242494292565263, 1.8203122596616037, 1.8134237911190403, 1.8069059958999083, 1.8007225914730376, 1.785534668893145, 1.7660368042952483, 1.7444218375923306, 1.7278137416870232, 1.674362321938566, 1.6027165329190336, 1.5385516115617897, 1.4790231791100301] \n",
    " time_cost_list_plot is: \n",
    " [0.21567616239190102, 0.2117284331470728, 0.20246202684938908, 0.19032949581742287, 0.2024741843342781, 0.17482208274304867, 0.17675597965717316, 0.15998758375644684, 0.155161552131176, 0.15217009373009205, 0.13443676568567753, 0.1295544933527708, 0.12917428277432919, 0.12118035741150379, 0.10595317743718624, 0.0983518660068512, 0.09338076040148735, 0.08498757518827915, 0.0803587008267641, 0.06723202392458916, 0.06415948271751404, 0.05340554006397724, 0.04638146422803402, 0.040539294481277466, 0.03650876693427563]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a51d2656",
   "metadata": {},
   "source": [
    "以上数据结果为在一台主频为 1.8GHz 的 4 核且内存为 8 GB 的经典计算机上进行的模拟结果。"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4e6e4f0c",
   "metadata": {},
   "source": [
    "目标精度 $\\epsilon_{T}$ 与平均实际精度 $\\bar{\\epsilon}$ 的对比图。图中虚线为两者相等的界限。可见，无论采用哪组旋转轴，在算法结束时，实际精度都高于目标精度。"
   ]
  },
  {
   "attachments": {
    "Gerrors.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "id": "2a657128",
   "metadata": {},
   "source": [
    "![Gerrors.png](attachment:Gerrors.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9937c29c",
   "metadata": {},
   "source": [
    "不同组别下，平均总的旋转距离 $\\bar{d}$ 和目标精度之间的关系图。可见，允许旋转轴数越多，所需旋转距离越短，但到了 18 个，增长趋势基本停止。表明 18 个允许轴数已足够。最终总的旋转距离随着精度要求的提高而增加，但呈现收敛趋势。最小收敛极限大致为 2.2，这明显短语 U3 门所采必须的距离（$\\pi$）。"
   ]
  },
  {
   "attachments": {
    "Gdistances.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "id": "29b853ae",
   "metadata": {},
   "source": [
    "![Gdistances.png](attachment:Gdistances.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7e791cb5",
   "metadata": {},
   "source": [
    "不同组别下，平均所须执行脉冲数 $\\bar{n}$ 与目标精度的关系图。可见允许轴数越多，所须 $\\bar{n}$ 越少，但这种趋势也在逐渐减弱。随着目标精度提高，所须 $\\bar{n}$ 成 $o[\\mathrm{1/\\epsilon}]$ 增长，且其前因子很小。"
   ]
  },
  {
   "attachments": {
    "Gsteps.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "id": "8083164f",
   "metadata": {},
   "source": [
    "![Gsteps.png](attachment:Gsteps.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3193faae",
   "metadata": {},
   "source": [
    "不同组别下，执行算法设计控制方案达到目标精度平均所用时间（单位：秒）。这反映了算法效率，可见随着目标精度提高，所须 $\\bar{t}$ 成 $o[\\mathrm{1/\\epsilon}]$ 增长，其前因子也很小。 所用轴数越少，花费时间越少，但这种趋势也在逐渐减弱。"
   ]
  },
  {
   "attachments": {
    "Gtimes.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "id": "e0cccce5",
   "metadata": {},
   "source": [
    "![Gtimes.png](attachment:Gtimes.png)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.16"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
